Calibrating a real-time traffic crash-prediction model using archived weather and ITS traffic data

MA Abdel-Aty, R Pemmanaboina - IEEE Transactions on …, 2006 - ieeexplore.ieee.org
… towards predicting freeway crashes in Advanced Traffic … a crash-likelihood prediction model
using real-time traffic-flow … at weather stations) potentially associated with crash occurrence. …

Class-imbalanced crash prediction based on real-time traffic and weather data: A driving simulator study

Z Elamrani Abou Elassad, H Mousannif… - Traffic injury …, 2020 - Taylor & Francis
… -time crash prediction models that will potentially be employed within traffic management …
Methods: In this study, two highly optimized data-driven models for crash occurrence prediction

Identifying crash-prone traffic conditions under different weather on freeways

C Xu, W Wang, P Liu - Journal of safety research, 2013 - Elsevier
… that traffic flow characteristics contributing to crash risk were … traffic flow characteristics on
crash risk under other weather … separate crash risk prediction models for different weather

[HTML][HTML] Advancement of weather-related crash prediction model using nonparametric machine learning algorithms

AR Mondal, MAE Bhuiyan, F Yang - SN Applied Sciences, 2020 - Springer
… to the high volume of traffic increasing the possibility of … the traffic rules due to severe penalties
associated with the offenses made by the drivers, resulting in a lower possibility of crashes

Analyzing crash injury severity for a mountainous freeway incorporating real-time traffic and weather data

R Yu, M Abdel-Aty - Safety science, 2014 - Elsevier
… three models were developed to analyze crash injury severity: (1… traffic and weather variables
have substantial influences on crash injury severity, which could be utilized to predict crash

Predicting crashes on expressway ramps with real-time traffic and weather data

L Wang, Q Shi, M Abdel-Aty - Transportation research record, 2015 - journals.sagepub.com
crash and the variables of traffic, weather, and geometrics while distinguishing different crash
… SV crash prediction model and a real-time MV crash prediction model. Both SV and MV …

Utilizing microscopic traffic and weather data to analyze real-time crash patterns in the context of active traffic management

R Yu, MA Abdel-Aty, MM Ahmed… - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
traffic safety applications in conjunction with the existing ITS and ATM systems, this paper
focuses on analyzing crash patterns with the real-time traffic and weather … for crash prediction. …

Characterizing and predicting traffic accidents in extreme weather environments

RM Medina, G Cervone, NM Waters - The Professional …, 2017 - Taylor & Francis
weather events, which are likely to be exacerbated by climate change throughout the world.
TrafficTraffic accident data for Fairfax County, Virginia, are supplemented with Doppler …

Expressway crash prediction based on traffic big data

H Meng, X Wang, X Wang - … of the 2018 International Conference on …, 2018 - dl.acm.org
… geometry data, vehicle speed data, and weather data. We treat the … crash prediction is
one of the important research directions. This paper aims at predicting whether there is a traffic

Incorporating real-time traffic and weather data to explore road accident likelihood and severity in urban arterials

A Theofilatos - Journal of safety research, 2017 - Elsevier
… of traffic segregation and due to the possibly high percentage of motorcycles and mopeds in
traffic. … (SANTRA), real-time traffic and weather parameters are also considered in this study. …